FloQast vs Drata
Ten of fourteen models named FloQast first on the direct prompt; zero named Drata. FloQast was named by thirteen of the fourteen models and Drata by eight and FloQast carries 28 labels and Drata 17, so the shares are not directly comparable.
Named in ten categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the Internal controls and SOX page.
By framing
FloQastFirst choices, of fourteen modelsDrata
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | |||||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | ||
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | | |
FloQast Drata first choice named as an alternative argued againstblank: not namedEach cell is one answer, FloQast on the left and Drata on the right.The direct prompt
FloQast first, Drata not the choice
10 of 14 modelsDrata was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
FloQast25%#1 of 16Drata2%#8 of 16What the models said about FloQast
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“What to Avoid on a Budget - FloQast \u2014 from about $30,000/year” DeepSeek V4 Flash · budget prompt · hard negative
“Start with FloQast if your SOX controls are embedded in your monthly financial close process and you want the fastest time-to-value” Kimi K2 · direct prompt · first choice
What the models said about Drata
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Drata \u2014 reported $7,500\u2013$100,000+/year” DeepSeek V4 Flash · budget prompt · hard negative
“Note: While great for IT, make sure they support the financial testing workflows your SOX auditors will require.” Gemini 3.5 Flash · scale prompt · soft negative
“compliance automation tools, not full control management suites” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Choose Drata if your bottleneck is IT compliance and you want to automate evidence collection to save on labor costs.” Qwen 3.7 Flash · budget prompt · first choice
“Drata is specifically labeled mid-market in buyer guides” Muse Glimmer 30B · paraphrase prompt · alternative
“Best for compliance automation: Drata or Sprinto” GPT-5.4 mini · paraphrase prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.